User Outcomes

Stakeholder Impact

A clearer view of how lecturers, students, administrators, and institutional partners each benefit from a more grounded curriculum intelligence workflow.

How CBC-Logic Studio Operates in Practice

A curriculum intelligence platform cannot exist purely as an administrative abstraction. It must seamlessly integrate into the daily instructional realities of its users. CBC-Logic Studio is structured as a multi-modal ecosystem designed to serve specific stakeholders across Makerere University's College of Computing and Information Sciences (COCIS) and beyond.

Stakeholder Journeys

How Different Users Interact With the Platform

Academic Staff Journey

Lecturers & Instructors

4 Steps
1

Define Relational Mapping

Lecturers define the exact relational mapping between course outcomes and authentic assessment requirements.

2

Validate Localized Logic

Faculty validate the localized pedagogical logic before any AI automation is deployed.

3

Deploy AI Automation

AI accelerates the generation of customized project briefs and complex evaluation matrices.

4

Focus on Mentorship

Eliminated administrative fatigue allows focus entirely on instructional delivery and student mentorship.

Outcome: Eliminated administrative fatigue, restored instructional agency

Student Journey

Computing Students

3 Steps
1

Navigate Competency Framework

Students gain absolute transparency regarding performance expectations and competency requirements.

2

Demonstrate Professional Skills

Complex cognitive tasks are mapped directly to observable assessment evidence.

3

Graduate with Verified Portfolio

Students leave with a verified, trackable portfolio of computing competence addressing industry demands.

Outcome: Transparency, verified competence, industry-ready portfolio

Curriculum Administrator Journey

Quality Assurance & NCDC

3 Steps
1

Track Structured Curriculum Data

Administrators track the structured relational dataset aligned with global computing competency frameworks.

2

Systematically Audit Delivery

The platform naturally transforms academic staff into internal institutional champions.

3

Ensure Institutional Compliance

Administrators ensure compliance without imposing top-down technological penalties on the faculty.

Outcome: Institutional champions, systematic compliance, faculty buy-in

Sector-Specific Use Cases

Practical Applications of the Platform

Automated Continuous Assessment Design

Systematically extracting static computing syllabi and converting theoretical knowledge statements into structured, observable professional task mappings.

Automation Competency Mapping

Offline Rubric Generation

Enabling academic staff to build rigorous, reproducible computing assessments completely isolated from internet dependency, ensuring functionality regardless of cloud infrastructure availability.

Offline-First Reproducibility

Evidence-Based Portfolio Tracking

Structurally capturing and standardizing the assessment logic of computing educators to dynamically track student evidence milestones against established computing competencies.

Portfolio Tracking Competency Evidence
100%
Faculty-Led Co-Design
Every feature is dictated by academic staff, not generic software assumptions
0
Recurring Subscription Fees
Zero vendor lock-in. Institutional ownership of all pedagogical data
12+
Years of Research
Grounded in rigorous academic research into competency-based education and epistemic justice

Ready to Experience the Impact?

Join us in building a curriculum intelligence platform that serves every stakeholder in the educational ecosystem.